Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	20631
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.4 MiB
Average record size in memory	120.0 B

Variable types

Numeric	14
Categorical	1

Alerts

`(Total temperature at LPC outlet) (◦R)` is highly overall correlated with `(Total temperature at HPC outlet) (◦R)` and 10 other fields	High correlation
`(Total temperature at HPC outlet) (◦R)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Total temperature at LPT outlet) (◦R)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Total pressure at HPC outlet) (psia)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Physical fan speed) (rpm)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Physical core speed) (rpm)` is highly overall correlated with `(Corrected core speed) (rpm)`	High correlation
`(Static pressure at HPC outlet) (psia)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Ratio of fuel flow to Ps30) (pps/psia)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Corrected fan speed) (rpm)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Corrected core speed) (rpm)` is highly overall correlated with `(Physical core speed) (rpm)`	High correlation
`(Bypass Ratio)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Bleed Enthalpy)` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(HPT coolant bleed (lbm/s))` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(LPT coolant bleed (lbm/s))` is highly overall correlated with `(Total temperature at LPC outlet) (◦R)` and 10 other fields	High correlation
`(Total pressure in bypass-duct) (psia)` is highly imbalanced (86.0%)	Imbalance

Reproduction

Analysis started	2023-04-09 23:33:59.147129
Analysis finished	2023-04-09 23:34:18.303517
Duration	19.16 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

(Total temperature at LPC outlet) (◦R)
Real number (ℝ)

Distinct	310
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44305227

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.21385542
Q1	0.33584337
median	0.43072289
Q3	0.53915663
95-th percentile	0.71385542
Maximum	1
Range	1
Interquartile range (IQR)	0.20331325

Descriptive statistics

Standard deviation	0.15061845
Coefficient of variation (CV)	0.3399564
Kurtosis	-0.11204294
Mean	0.44305227
Median Absolute Deviation (MAD)	0.10240964
Skewness	0.31652589
Sum	9140.6114
Variance	0.022685919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3885542169	190	0.9%
0.406626506	189	0.9%
0.3975903614	188	0.9%
0.4186746988	184	0.9%
0.4397590361	179	0.9%
0.3704819277	175	0.8%
0.4277108434	175	0.8%
0.4096385542	172	0.8%
0.4307228916	168	0.8%
0.4578313253	167	0.8%
Other values (300)	18844	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01204819277	2	< 0.1%
0.01807228916	3	< 0.1%
0.02710843373	4	< 0.1%
0.03012048193	1	< 0.1%
0.03313253012	2	< 0.1%
0.03614457831	2	< 0.1%
0.03915662651	1	< 0.1%
0.0421686747	1	< 0.1%
0.04518072289	2	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.9909638554	1	< 0.1%
0.9819277108	1	< 0.1%
0.9728915663	1	< 0.1%
0.9578313253	1	< 0.1%
0.9518072289	1	< 0.1%
0.9457831325	1	< 0.1%
0.9427710843	1	< 0.1%
0.9337349398	1	< 0.1%
0.9307228916	2	< 0.1%

(Total temperature at HPC outlet) (◦R)
Real number (ℝ)

Distinct	3012
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.42474643

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.21953346
Q1	0.33180728
median	0.41552213
Q3	0.5088293
95-th percentile	0.66339656
Maximum	1
Range	1
Interquartile range (IQR)	0.17702202

Descriptive statistics

Standard deviation	0.1336636
Coefficient of variation (CV)	0.31469036
Kurtosis	0.0077618224
Mean	0.42474643
Median Absolute Deviation (MAD)	0.088293002
Skewness	0.30894581
Sum	8762.9435
Variance	0.017865959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4155221278	27	0.1%
0.4081098757	26	0.1%
0.4129060388	25	0.1%
0.4593416176	25	0.1%
0.3666884674	24	0.1%
0.3032483104	23	0.1%
0.4251144539	23	0.1%
0.3932853717	23	0.1%
0.4011336385	23	0.1%
0.3658164378	22	0.1%
Other values (3002)	20390	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0004360148245	1	< 0.1%
0.01744059298	1	< 0.1%
0.02071070416	1	< 0.1%
0.02834096359	1	< 0.1%
0.02964900807	1	< 0.1%
0.03095705254	1	< 0.1%
0.0355352082	1	< 0.1%
0.03749727491	1	< 0.1%
0.04229343798	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9568345324	1	< 0.1%
0.9522563767	1	< 0.1%
0.9282755614	1	< 0.1%
0.9210813168	1	< 0.1%
0.9121430129	1	< 0.1%
0.9066928276	1	< 0.1%
0.8953564421	1	< 0.1%
0.8912143013	1	< 0.1%
0.8835840419	1	< 0.1%

(Total temperature at LPT outlet) (◦R)
Real number (ℝ)

Distinct	4051
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.45043521

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2256921
Q1	0.33946658
median	0.43534774
Q3	0.54532411
95-th percentile	0.73295071
Maximum	1
Range	1
Interquartile range (IQR)	0.20585753

Descriptive statistics

Standard deviation	0.15193458
Coefficient of variation (CV)	0.33730619
Kurtosis	-0.16368086
Mean	0.45043521
Median Absolute Deviation (MAD)	0.10195814
Skewness	0.44319434
Sum	9292.9288
Variance	0.023084118
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4517218096	20	0.1%
0.3750844024	18	0.1%
0.4203241053	18	0.1%
0.4181296421	18	0.1%
0.5364618501	18	0.1%
0.4775489534	18	0.1%
0.3541525996	17	0.1%
0.4208305199	16	0.1%
0.478055368	16	0.1%
0.3210668467	16	0.1%
Other values (4041)	20456	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0496286293	1	< 0.1%
0.05908170155	1	< 0.1%
0.06819716408	1	< 0.1%
0.07056043214	1	< 0.1%
0.07494935854	1	< 0.1%
0.08288318704	1	< 0.1%
0.08625928427	1	< 0.1%
0.08659689399	1	< 0.1%
0.08862255233	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.95729237	1	< 0.1%
0.9496961512	1	< 0.1%
0.9480081026	1	< 0.1%
0.9448008103	1	< 0.1%
0.9437879811	1	< 0.1%
0.9427751519	1	< 0.1%
0.9407494936	1	< 0.1%
0.939061445	1	< 0.1%
0.9378798109	1	< 0.1%

(Total pressure in bypass-duct) (psia)
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	161.3 KiB

1.0	20225
0.0	406

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61893
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	20225	98.0%
0.0	406	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	20225	98.0%
0.0	406	2.0%

Most occurring characters

Value	Count	Frequency (%)
0	21037	34.0%
.	20631	33.3%
1	20225	32.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	41262	66.7%
Other Punctuation	20631	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	21037	51.0%
1	20225	49.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61893	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	21037	34.0%
.	20631	33.3%
1	20225	32.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	21037	34.0%
.	20631	33.3%
1	20225	32.7%

(Total pressure at HPC outlet) (psia)
Real number (ℝ)

Distinct	513
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56645913

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.30434783
Q1	0.47665056
median	0.57809984
Q3	0.66988728
95-th percentile	0.77938808
Maximum	1
Range	1
Interquartile range (IQR)	0.19323671

Descriptive statistics

Standard deviation	0.14252693
Coefficient of variation (CV)	0.25161027
Kurtosis	-0.15794922
Mean	0.56645913
Median Absolute Deviation (MAD)	0.096618357
Skewness	-0.39432894
Sum	11686.618
Variance	0.020313927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6070853462	116	0.6%
0.6296296296	115	0.6%
0.6231884058	110	0.5%
0.6586151369	110	0.5%
0.576489533	108	0.5%
0.6264090177	107	0.5%
0.6280193237	106	0.5%
0.6682769726	105	0.5%
0.652173913	104	0.5%
0.5909822866	103	0.5%
Other values (503)	19547	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.07890499195	1	< 0.1%
0.08051529791	1	< 0.1%
0.09178743961	1	< 0.1%
0.09339774557	1	< 0.1%
0.1014492754	2	< 0.1%
0.1030595813	1	< 0.1%
0.1046698873	1	< 0.1%
0.1062801932	2	< 0.1%
0.1078904992	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9677938808	1	< 0.1%
0.9452495974	1	< 0.1%
0.9420289855	1	< 0.1%
0.9371980676	1	< 0.1%
0.9355877617	1	< 0.1%
0.9323671498	1	< 0.1%
0.9275362319	1	< 0.1%
0.9259259259	1	< 0.1%
0.922705314	1	< 0.1%

(Physical fan speed) (rpm)
Real number (ℝ)

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29795703

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13636364
Q1	0.22727273
median	0.28787879
Q3	0.36363636
95-th percentile	0.48484848
Maximum	1
Range	1
Interquartile range (IQR)	0.13636364

Descriptive statistics

Standard deviation	0.10755376
Coefficient of variation (CV)	0.36097069
Kurtosis	0.33314901
Mean	0.29795703
Median Absolute Deviation (MAD)	0.075757576
Skewness	0.47941086
Sum	6147.1515
Variance	0.01156781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3181818182	1181	5.7%
0.303030303	1159	5.6%
0.2878787879	1149	5.6%
0.2727272727	1126	5.5%
0.2575757576	1077	5.2%
0.3333333333	1069	5.2%
0.2424242424	1050	5.1%
0.3484848485	1033	5.0%
0.2272727273	1013	4.9%
0.2121212121	910	4.4%
Other values (43)	9864	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01515151515	3	< 0.1%
0.0303030303	9	< 0.1%
0.04545454545	16	0.1%
0.06060606061	33	0.2%
0.07575757576	72	0.3%
0.09090909091	145	0.7%
0.1060606061	201	1.0%
0.1212121212	339	1.6%
0.1363636364	426	2.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9393939394	1	< 0.1%
0.9090909091	1	< 0.1%
0.8484848485	1	< 0.1%
0.8181818182	2	< 0.1%
0.7121212121	1	< 0.1%
0.696969697	1	< 0.1%
0.6818181818	2	< 0.1%
0.6666666667	13	0.1%
0.6515151515	13	0.1%

(Physical core speed) (rpm)
Real number (ℝ)

Distinct	6403
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19524787

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.093421879
Q1	0.14076102
median	0.17468366
Q3	0.21399085
95-th percentile	0.39598851
Maximum	1
Range	1
Interquartile range (IQR)	0.07322983

Descriptive statistics

Standard deviation	0.099088574
Coefficient of variation (CV)	0.50750143
Kurtosis	9.3786813
Mean	0.19524787
Median Absolute Deviation (MAD)	0.036480302
Skewness	2.5553649
Sum	4028.1588
Variance	0.0098185454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1666965808	16	0.1%
0.1733823925	15	0.1%
0.1741900745	15	0.1%
0.1576325945	15	0.1%
0.1861706901	15	0.1%
0.1756259535	15	0.1%
0.1472224715	14	0.1%
0.1764336355	14	0.1%
0.1625235574	14	0.1%
0.1962667145	14	0.1%
Other values (6393)	20484	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.009512698555	1	< 0.1%
0.01139728978	1	< 0.1%
0.01207035807	1	< 0.1%
0.01566005564	1	< 0.1%
0.01597415418	1	< 0.1%
0.01951898053	1	< 0.1%
0.0199228215	1	< 0.1%
0.02001256394	1	< 0.1%
0.02212151126	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9783272009	1	< 0.1%
0.9279368213	1	< 0.1%
0.9192766759	1	< 0.1%
0.9115139549	1	< 0.1%
0.9099883335	1	< 0.1%
0.9056358252	1	< 0.1%
0.8955398008	1	< 0.1%
0.8936103383	1	< 0.1%
0.8888091178	1	< 0.1%

(Static pressure at HPC outlet) (psia)
Real number (ℝ)

Distinct	159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41140961

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.17857143
Q1	0.29761905
median	0.39285714
Q3	0.50595238
95-th percentile	0.71130952
Maximum	1
Range	1
Interquartile range (IQR)	0.20833333

Descriptive statistics

Standard deviation	0.15898059
Coefficient of variation (CV)	0.38642898
Kurtosis	-0.17219188
Mean	0.41140961
Median Absolute Deviation (MAD)	0.10714286
Skewness	0.46932909
Sum	8487.7917
Variance	0.025274829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3630952381	341	1.7%
0.4285714286	338	1.6%
0.380952381	332	1.6%
0.3571428571	332	1.6%
0.369047619	331	1.6%
0.3988095238	326	1.6%
0.3095238095	321	1.6%
0.375	319	1.5%
0.3511904762	318	1.5%
0.3452380952	311	1.5%
Other values (149)	17362	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.005952380952	3	< 0.1%
0.01785714286	2	< 0.1%
0.02380952381	1	< 0.1%
0.02976190476	1	< 0.1%
0.03571428571	1	< 0.1%
0.04166666667	3	< 0.1%
0.04761904762	3	< 0.1%
0.05357142857	6	< 0.1%
0.05952380952	6	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.994047619	1	< 0.1%
0.9702380952	1	< 0.1%
0.9404761905	1	< 0.1%
0.9285714286	4	< 0.1%
0.9226190476	4	< 0.1%
0.9166666667	3	< 0.1%
0.9107142857	1	< 0.1%
0.9047619048	2	< 0.1%
0.8928571429	5	< 0.1%

(Ratio of fuel flow to Ps30) (pps/psia)
Real number (ℝ)

Distinct	427
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58069723

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.28784648
Q1	0.48400853
median	0.59488273
Q3	0.69509595
95-th percentile	0.81236674
Maximum	1
Range	1
Interquartile range (IQR)	0.21108742

Descriptive statistics

Standard deviation	0.15726085
Coefficient of variation (CV)	0.27081385
Kurtosis	-0.14491657
Mean	0.58069723
Median Absolute Deviation (MAD)	0.10660981
Skewness	-0.44240724
Sum	11980.365
Variance	0.024730975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6268656716	143	0.7%
0.5820895522	136	0.7%
0.5671641791	131	0.6%
0.6119402985	129	0.6%
0.6332622601	126	0.6%
0.6076759062	125	0.6%
0.6396588486	124	0.6%
0.5991471215	123	0.6%
0.5906183369	121	0.6%
0.5842217484	121	0.6%
Other values (417)	19352	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.02985074627	2	< 0.1%
0.05330490405	1	< 0.1%
0.05543710021	1	< 0.1%
0.0618336887	1	< 0.1%
0.06396588486	1	< 0.1%
0.06823027719	1	< 0.1%
0.07036247335	1	< 0.1%
0.07249466951	1	< 0.1%
0.078891258	2	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.9936034115	1	< 0.1%
0.9850746269	1	< 0.1%
0.9765458422	1	< 0.1%
0.9744136461	2	< 0.1%
0.9722814499	1	< 0.1%
0.9701492537	1	< 0.1%
0.9680170576	1	< 0.1%
0.9637526652	1	< 0.1%
0.9616204691	1	< 0.1%

(Corrected fan speed) (rpm)
Real number (ℝ)

Distinct	56
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31787116

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.16176471
Q1	0.23529412
median	0.30882353
Q3	0.38235294
95-th percentile	0.51470588
Maximum	1
Range	1
Interquartile range (IQR)	0.14705882

Descriptive statistics

Standard deviation	0.10576311
Coefficient of variation (CV)	0.3327232
Kurtosis	0.38724376
Mean	0.31787116
Median Absolute Deviation (MAD)	0.073529412
Skewness	0.46979242
Sum	6558
Variance	0.011185836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3235294118	1164	5.6%
0.3088235294	1144	5.5%
0.2941176471	1129	5.5%
0.3382352941	1127	5.5%
0.2794117647	1112	5.4%
0.3529411765	1099	5.3%
0.2647058824	1005	4.9%
0.25	987	4.8%
0.3676470588	976	4.7%
0.2352941176	952	4.6%
Other values (46)	9936	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01470588235	1	< 0.1%
0.02941176471	1	< 0.1%
0.04411764706	2	< 0.1%
0.05882352941	12	0.1%
0.07352941176	19	0.1%
0.08823529412	54	0.3%
0.1029411765	95	0.5%
0.1176470588	170	0.8%
0.1323529412	219	1.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9852941176	1	< 0.1%
0.9705882353	1	< 0.1%
0.8970588235	1	< 0.1%
0.8235294118	1	< 0.1%
0.75	2	< 0.1%
0.7205882353	3	< 0.1%
0.7058823529	6	< 0.1%
0.6911764706	7	< 0.1%
0.6764705882	8	< 0.1%

(Corrected core speed) (rpm)
Real number (ℝ)

Distinct	6078
Distinct (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22609517

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.11644649
Q1	0.17187016
median	0.20951595
Q3	0.24961296
95-th percentile	0.42039942
Maximum	1
Range	1
Interquartile range (IQR)	0.077742801

Descriptive statistics

Standard deviation	0.09844244
Coefficient of variation (CV)	0.43540267
Kurtosis	8.8546645
Mean	0.22609517
Median Absolute Deviation (MAD)	0.038910104
Skewness	2.3725536
Sum	4664.5695
Variance	0.0096909139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2010011353	17	0.1%
0.2162761895	17	0.1%
0.1906801528	16	0.1%
0.2108060687	15	0.1%
0.2100836	15	0.1%
0.2092579214	15	0.1%
0.2084322427	15	0.1%
0.2113221179	15	0.1%
0.1896480545	15	0.1%
0.2117349572	15	0.1%
Other values (6068)	20476	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.007998761482	1	< 0.1%
0.01486221488	1	< 0.1%
0.01718443596	1	< 0.1%
0.0197646816	1	< 0.1%
0.02084838477	1	< 0.1%
0.02332542058	1	< 0.1%
0.02497677779	1	< 0.1%
0.02518319744	1	< 0.1%
0.02724739395	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9820930953	1	< 0.1%
0.9788935907	1	< 0.1%
0.9718237176	1	< 0.1%
0.9420992879	1	< 0.1%
0.9284755909	1	< 0.1%
0.9281143565	1	< 0.1%
0.9095881928	1	< 0.1%
0.9015894313	1	< 0.1%
0.8938486944	1	< 0.1%

(Bypass Ratio)
Real number (ℝ)

Distinct	1918
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.45111805

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.23470566
Q1	0.34628703
median	0.43863024
Q3	0.54136206
95-th percentile	0.71604463
Maximum	1
Range	1
Interquartile range (IQR)	0.19507503

Descriptive statistics

Standard deviation	0.14430565
Coefficient of variation (CV)	0.31988445
Kurtosis	-0.12143
Mean	0.45111805
Median Absolute Deviation (MAD)	0.096960369
Skewness	0.38825858
Sum	9307.0165
Variance	0.02082412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4078491728	38	0.2%
0.4113120431	37	0.2%
0.4690265487	36	0.2%
0.459022701	35	0.2%
0.3382070027	34	0.2%
0.4632550981	32	0.2%
0.4605617545	32	0.2%
0.4317045017	31	0.2%
0.3693728357	31	0.2%
0.375913813	31	0.2%
Other values (1908)	20294	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01154290112	1	< 0.1%
0.02077722201	1	< 0.1%
0.04193920739	2	< 0.1%
0.04463255098	1	< 0.1%
0.05309734513	1	< 0.1%
0.05809926895	1	< 0.1%
0.06156213928	1	< 0.1%
0.06848787995	1	< 0.1%
0.06887264332	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9953828396	1	< 0.1%
0.934590227	1	< 0.1%
0.9318968834	1	< 0.1%
0.9307425933	1	< 0.1%
0.9295883032	1	< 0.1%
0.9253559061	1	< 0.1%
0.9230473259	1	< 0.1%
0.9222777992	1	< 0.1%
0.9203539823	1	< 0.1%

(Bleed Enthalpy)
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.43422116

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.33333333
median	0.41666667
Q3	0.5
95-th percentile	0.66666667
Maximum	1
Range	1
Interquartile range (IQR)	0.16666667

Descriptive statistics

Standard deviation	0.12906359
Coefficient of variation (CV)	0.29723007
Kurtosis	-0.039174043
Mean	0.43422116
Median Absolute Deviation (MAD)	0.083333333
Skewness	0.35312566
Sum	8958.4167
Variance	0.016657409
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0.4166666667	5445	26.4%
0.3333333333	4578	22.2%
0.5	4063	19.7%
0.5833333333	2339	11.3%
0.25	2022	9.8%
0.6666666667	1185	5.7%
0.1666666667	452	2.2%
0.75	436	2.1%
0.8333333333	72	0.3%
0.08333333333	30	0.1%
Other values (3)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	30	0.1%
0.1666666667	452	2.2%
0.25	2022	9.8%
0.3333333333	4578	22.2%
0.4166666667	5445	26.4%
0.5	4063	19.7%
0.5833333333	2339	11.3%
0.6666666667	1185	5.7%
0.75	436	2.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9166666667	7	< 0.1%
0.8333333333	72	0.3%
0.75	436	2.1%
0.6666666667	1185	5.7%
0.5833333333	2339	11.3%
0.5	4063	19.7%
0.4166666667	5445	26.4%
0.3333333333	4578	22.2%
0.25	2022	9.8%

(HPT coolant bleed (lbm/s))
Real number (ℝ)

Distinct	120
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52424082

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.27131783
Q1	0.43410853
median	0.53488372
Q3	0.62790698
95-th percentile	0.73643411
Maximum	1
Range	1
Interquartile range (IQR)	0.19379845

Descriptive statistics

Standard deviation	0.14011351
Coefficient of variation (CV)	0.26726936
Kurtosis	-0.11282911
Mean	0.52424082
Median Absolute Deviation (MAD)	0.093023256
Skewness	-0.3584452
Sum	10815.612
Variance	0.019631796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5581395349	485	2.4%
0.5813953488	476	2.3%
0.5271317829	472	2.3%
0.5658914729	460	2.2%
0.5503875969	458	2.2%
0.5348837209	457	2.2%
0.5426356589	455	2.2%
0.5736434109	452	2.2%
0.519379845	447	2.2%
0.511627907	447	2.2%
Other values (110)	16022	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01550387597	1	< 0.1%
0.03100775194	1	< 0.1%
0.03875968992	1	< 0.1%
0.04651162791	1	< 0.1%
0.05426356589	1	< 0.1%
0.06201550388	3	< 0.1%
0.06976744186	5	< 0.1%
0.07751937984	7	< 0.1%
0.08527131783	9	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.984496124	1	< 0.1%
0.9302325581	1	< 0.1%
0.9147286822	1	< 0.1%
0.9069767442	2	< 0.1%
0.8992248062	2	< 0.1%
0.8914728682	3	< 0.1%
0.8837209302	1	< 0.1%
0.8759689922	10	< 0.1%
0.8682170543	7	< 0.1%

(LPT coolant bleed (lbm/s))
Real number (ℝ)

Distinct	4745
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54612726

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	161.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.27513118
Q1	0.45236123
median	0.5574427
Q3	0.65258216
95-th percentile	0.77230047
Maximum	1
Range	1
Interquartile range (IQR)	0.20022093

Descriptive statistics

Standard deviation	0.14947649
Coefficient of variation (CV)	0.27370267
Kurtosis	-0.11703945
Mean	0.54612726
Median Absolute Deviation (MAD)	0.099972383
Skewness	-0.35037496
Sum	11267.151
Variance	0.022343221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5909969622	23	0.1%
0.5643468655	17	0.1%
0.545981773	16	0.1%
0.6604529136	16	0.1%
0.6583816625	15	0.1%
0.6281413974	15	0.1%
0.6289698978	15	0.1%
0.6038387186	15	0.1%
0.5606186136	15	0.1%
0.6030102182	15	0.1%
Other values (4735)	20469	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01781275891	1	< 0.1%
0.02485501243	1	< 0.1%
0.05012427506	1	< 0.1%
0.05399061033	1	< 0.1%
0.05454294394	1	< 0.1%
0.0582711958	1	< 0.1%
0.06268986468	2	< 0.1%
0.06296603148	1	< 0.1%
0.06351836509	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9921292461	1	< 0.1%
0.9834299917	1	< 0.1%
0.975283071	1	< 0.1%
0.9722452361	1	< 0.1%
0.9594034797	1	< 0.1%
0.9555371444	2	< 0.1%
0.9549848108	1	< 0.1%
0.9504280585	1	< 0.1%
0.9457332229	1	< 0.1%

Auto

Heatmap
Table

	(Total temperature at LPC outlet) (◦R)	(Total temperature at HPC outlet) (◦R)	(Total temperature at LPT outlet) (◦R)	(Total pressure at HPC outlet) (psia)	(Physical fan speed) (rpm)	(Physical core speed) (rpm)	(Static pressure at HPC outlet) (psia)	(Ratio of fuel flow to Ps30) (pps/psia)	(Corrected fan speed) (rpm)	(Corrected core speed) (rpm)	(Bypass Ratio)	(Bleed Enthalpy)	(HPT coolant bleed (lbm/s))	(LPT coolant bleed (lbm/s))	(Total pressure in bypass-duct) (psia)
(Total temperature at LPC outlet) (◦R)	1.000	0.576	0.693	-0.680	0.650	0.104	0.717	-0.706	0.649	-0.019	0.651	0.605	-0.640	-0.643	0.146
(Total temperature at HPC outlet) (◦R)	0.576	1.000	0.651	-0.643	0.592	0.143	0.670	-0.660	0.593	0.029	0.613	0.575	-0.599	-0.610	0.125
(Total temperature at LPT outlet) (◦R)	0.693	0.651	1.000	-0.774	0.739	0.107	0.812	-0.800	0.737	-0.035	0.732	0.678	-0.727	-0.720	0.170
(Total pressure at HPC outlet) (psia)	-0.680	-0.643	-0.774	1.000	-0.755	-0.056	-0.806	0.794	-0.754	0.086	-0.726	-0.674	0.716	0.715	0.184
(Physical fan speed) (rpm)	0.650	0.592	0.739	-0.755	1.000	-0.179	0.777	-0.775	0.807	-0.326	0.689	0.618	-0.677	-0.677	0.180
(Physical core speed) (rpm)	0.104	0.143	0.107	-0.056	-0.179	1.000	0.083	-0.046	-0.182	0.886	0.115	0.154	-0.111	-0.114	0.054
(Static pressure at HPC outlet) (psia)	0.717	0.670	0.812	-0.806	0.777	0.083	1.000	-0.832	0.776	-0.066	0.758	0.698	-0.750	-0.750	0.199
(Ratio of fuel flow to Ps30) (pps/psia)	-0.706	-0.660	-0.800	0.794	-0.775	-0.046	-0.832	1.000	-0.777	0.101	-0.745	-0.684	0.734	0.736	0.188
(Corrected fan speed) (rpm)	0.649	0.593	0.737	-0.754	0.807	-0.182	0.776	-0.777	1.000	-0.328	0.687	0.618	-0.676	-0.677	0.186
(Corrected core speed) (rpm)	-0.019	0.029	-0.035	0.086	-0.326	0.886	-0.066	0.101	-0.328	1.000	-0.019	0.032	0.019	0.020	0.082
(Bypass Ratio)	0.651	0.613	0.732	-0.726	0.689	0.115	0.758	-0.745	0.687	-0.019	1.000	0.643	-0.682	-0.678	0.173
(Bleed Enthalpy)	0.605	0.575	0.678	-0.674	0.618	0.154	0.698	-0.684	0.618	0.032	0.643	1.000	-0.626	-0.632	0.146
(HPT coolant bleed (lbm/s))	-0.640	-0.599	-0.727	0.716	-0.677	-0.111	-0.750	0.734	-0.676	0.019	-0.682	-0.626	1.000	0.668	0.162
(LPT coolant bleed (lbm/s))	-0.643	-0.610	-0.720	0.715	-0.677	-0.114	-0.750	0.736	-0.677	0.020	-0.678	-0.632	0.668	1.000	0.154
(Total pressure in bypass-duct) (psia)	0.146	0.125	0.170	0.184	0.180	0.054	0.199	0.188	0.186	0.082	0.173	0.146	0.162	0.154	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	(Total temperature at LPC outlet) (◦R)	(Total temperature at HPC outlet) (◦R)	(Total temperature at LPT outlet) (◦R)	(Total pressure in bypass-duct) (psia)	(Total pressure at HPC outlet) (psia)	(Physical fan speed) (rpm)	(Physical core speed) (rpm)	(Static pressure at HPC outlet) (psia)	(Ratio of fuel flow to Ps30) (pps/psia)	(Corrected fan speed) (rpm)	(Corrected core speed) (rpm)	(Bypass Ratio)	(Bleed Enthalpy)	(HPT coolant bleed (lbm/s))	(LPT coolant bleed (lbm/s))
0	0.183735	0.406802	0.309757	1.0	0.726248	0.242424	0.109755	0.369048	0.633262	0.205882	0.199608	0.363986	0.333333	0.713178	0.724662
1	0.283133	0.453019	0.352633	1.0	0.628019	0.212121	0.100242	0.380952	0.765458	0.279412	0.162813	0.411312	0.333333	0.666667	0.731014
2	0.343373	0.369523	0.370527	1.0	0.710145	0.272727	0.140043	0.250000	0.795309	0.220588	0.171793	0.357445	0.166667	0.627907	0.621375
3	0.343373	0.256159	0.331195	1.0	0.740741	0.318182	0.124518	0.166667	0.889126	0.294118	0.174889	0.166603	0.333333	0.573643	0.662386
4	0.349398	0.257467	0.404625	1.0	0.668277	0.242424	0.149960	0.255952	0.746269	0.235294	0.174734	0.402078	0.416667	0.589147	0.704502
5	0.268072	0.292784	0.272113	1.0	0.776167	0.181818	0.125415	0.184524	0.637527	0.220588	0.169832	0.330512	0.250000	0.651163	0.652720
6	0.382530	0.463920	0.261985	1.0	0.723027	0.181818	0.167818	0.303571	0.773987	0.220588	0.167097	0.278953	0.333333	0.744186	0.667219
7	0.406627	0.259865	0.316003	1.0	0.644122	0.151515	0.085569	0.232143	0.805970	0.220588	0.160646	0.318199	0.250000	0.643411	0.574979
8	0.274096	0.434707	0.211850	1.0	0.618357	0.227273	0.110967	0.261905	0.660981	0.250000	0.132883	0.184302	0.333333	0.705426	0.707539
9	0.150602	0.440375	0.307394	1.0	0.602254	0.227273	0.134479	0.107143	0.660981	0.264706	0.151925	0.399000	0.416667	0.627907	0.794256

	(Total temperature at LPC outlet) (◦R)	(Total temperature at HPC outlet) (◦R)	(Total temperature at LPT outlet) (◦R)	(Total pressure in bypass-duct) (psia)	(Total pressure at HPC outlet) (psia)	(Physical fan speed) (rpm)	(Physical core speed) (rpm)	(Static pressure at HPC outlet) (psia)	(Ratio of fuel flow to Ps30) (pps/psia)	(Corrected fan speed) (rpm)	(Corrected core speed) (rpm)	(Bypass Ratio)	(Bleed Enthalpy)	(HPT coolant bleed (lbm/s))	(LPT coolant bleed (lbm/s))
20621	0.746988	0.868324	0.758609	1.0	0.310789	0.545455	0.211658	0.726190	0.236674	0.588235	0.225101	0.709119	0.833333	0.193798	0.314278
20622	0.698795	0.658164	0.628460	1.0	0.207729	0.409091	0.173741	0.791667	0.405117	0.485294	0.224585	0.632166	0.750000	0.325581	0.252416
20623	0.566265	0.627207	0.787981	1.0	0.352657	0.590909	0.205690	0.797619	0.302772	0.455882	0.217153	0.836860	0.750000	0.255814	0.177851
20624	0.756024	0.572269	0.762323	1.0	0.344605	0.500000	0.211433	0.755952	0.183369	0.500000	0.205026	0.756445	0.500000	0.186047	0.328915
20625	0.662651	0.632221	0.838116	1.0	0.252818	0.500000	0.215202	0.815476	0.217484	0.588235	0.221695	0.873413	0.500000	0.000000	0.411627
20626	0.686747	0.587312	0.782917	1.0	0.254428	0.439394	0.196491	0.726190	0.170576	0.558824	0.194344	0.656791	0.750000	0.271318	0.109500
20627	0.701807	0.729453	0.866475	1.0	0.162641	0.500000	0.194651	0.708333	0.211087	0.500000	0.188668	0.727203	0.583333	0.124031	0.366197
20628	0.665663	0.684979	0.775321	1.0	0.175523	0.515152	0.198196	0.738095	0.281450	0.529412	0.212148	0.922278	0.833333	0.232558	0.053991
20629	0.608434	0.746021	0.747468	1.0	0.133655	0.530303	0.233285	0.916667	0.208955	0.514706	0.203065	0.823394	0.583333	0.116279	0.234466
20630	0.795181	0.639634	0.842167	1.0	0.151369	0.545455	0.178363	0.803571	0.130064	0.558824	0.192951	0.687572	0.666667	0.178295	0.218172

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample